| SUMMARY | |
|---|---|
| 0 | Click to view table only summary(For saving) |
| Title | Input | |
|---|---|---|
| 0 | Type | City |
| 1 | Search | los angeles |
| 2 | Place of Interests | in n out, starbucks, mcdonalds, restaurant |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.435 |
| 1 | Dependent Variable: | rent | AIC: | 46.0235 |
| 2 | Date: | 2020-01-21 00:21 | BIC: | 72.8092 |
| 3 | No. Observations: | 58 | Log-Likelihood: | -10.012 |
| 4 | Df Model: | 12 | F-statistic: | 4.658 |
| 5 | Df Residuals: | 45 | Prob (F-statistic): | 7.16e-05 |
| 6 | R-squared: | 0.554 | Scale: | 0.10658 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 4.389941e+00 | 0.839839 | 5.227125 | 0.000004 | 2.698420 | 6.081463 |
| population | 8.614135e-07 | 0.000003 | 0.292373 | 0.771345 | -0.000005 | 0.000007 |
| density | 1.131460e-05 | 0.000006 | 1.840774 | 0.072254 | -0.000001 | 0.000024 |
| violent crime | -2.313364e-02 | 0.022031 | -1.050067 | 0.299294 | -0.067506 | 0.021238 |
| property crime | 1.261682e-02 | 0.024951 | 0.505667 | 0.615558 | -0.037637 | 0.062870 |
| MCDONALDS_count | -1.003878e-01 | 0.054845 | -1.830407 | 0.073817 | -0.210850 | 0.010075 |
| RESTAURANT_count | -6.919356e-02 | 0.048346 | -1.431205 | 0.159280 | -0.166568 | 0.028181 |
| STARBUCKS_count | 4.116426e-02 | 0.015369 | 2.678328 | 0.010294 | 0.010209 | 0.072120 |
| IN N OUT_count | 5.368188e-02 | 0.320448 | 0.167522 | 0.867710 | -0.591733 | 0.699097 |
| MCDONALDS_mean | -5.160823e-05 | 0.000104 | -0.495227 | 0.622849 | -0.000262 | 0.000158 |
| RESTAURANT_mean | -1.796245e-04 | 0.000246 | -0.729708 | 0.469350 | -0.000675 | 0.000316 |
| STARBUCKS_mean | -1.091677e-04 | 0.000276 | -0.396245 | 0.693797 | -0.000664 | 0.000446 |
| IN N OUT_mean | 1.166297e-05 | 0.000041 | 0.285267 | 0.776748 | -0.000071 | 0.000094 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.638 |
| 1 | Dependent Variable: | sales | AIC: | 591.1297 |
| 2 | Date: | 2020-01-21 00:21 | BIC: | 615.1817 |
| 3 | No. Observations: | 47 | Log-Likelihood: | -282.56 |
| 4 | Df Model: | 12 | F-statistic: | 7.767 |
| 5 | Df Residuals: | 34 | Prob (F-statistic): | 1.12e-06 |
| 6 | R-squared: | 0.733 | Scale: | 13493. |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 1463.038510 | 305.282413 | 4.792410 | 0.000032 | 842.630001 | 2083.447018 |
| population | -0.001069 | 0.001346 | -0.794212 | 0.432581 | -0.003804 | 0.001666 |
| density | 0.006814 | 0.002960 | 2.302086 | 0.027582 | 0.000799 | 0.012830 |
| violent crime | -10.828867 | 11.740145 | -0.922379 | 0.362830 | -34.687711 | 13.029978 |
| property crime | 2.888056 | 13.816862 | 0.209024 | 0.835677 | -25.191186 | 30.967299 |
| MCDONALDS_count | -24.702608 | 21.002958 | -1.176149 | 0.247705 | -67.385754 | 17.980538 |
| RESTAURANT_count | -24.832512 | 19.901386 | -1.247778 | 0.220638 | -65.276994 | 15.611971 |
| STARBUCKS_count | 14.780678 | 6.169675 | 2.395698 | 0.022239 | 2.242389 | 27.318967 |
| IN N OUT_count | 24.853032 | 119.807474 | 0.207441 | 0.836903 | -218.625049 | 268.331112 |
| MCDONALDS_mean | -0.033815 | 0.048459 | -0.697806 | 0.490043 | -0.132295 | 0.064666 |
| RESTAURANT_mean | 0.018740 | 0.096731 | 0.193730 | 0.847540 | -0.177842 | 0.215321 |
| STARBUCKS_mean | 0.026365 | 0.115600 | 0.228072 | 0.820956 | -0.208562 | 0.261292 |
| IN N OUT_mean | -0.000206 | 0.015009 | -0.013756 | 0.989105 | -0.030708 | 0.030295 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.439 |
| 1 | Dependent Variable: | roi | AIC: | 129.7820 |
| 2 | Date: | 2020-01-21 00:21 | BIC: | 153.8340 |
| 3 | No. Observations: | 47 | Log-Likelihood: | -51.891 |
| 4 | Df Model: | 12 | F-statistic: | 4.002 |
| 5 | Df Residuals: | 34 | Prob (F-statistic): | 0.000701 |
| 6 | R-squared: | 0.586 | Scale: | 0.73641 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 4.029233 | 2.255300 | 1.786562 | 0.082928 | -0.554088 | 8.612554 |
| population | 0.000012 | 0.000010 | 1.249944 | 0.219855 | -0.000008 | 0.000033 |
| density | -0.000053 | 0.000022 | -2.442908 | 0.019918 | -0.000098 | -0.000009 |
| violent crime | -0.014754 | 0.086731 | -0.170116 | 0.865927 | -0.191014 | 0.161505 |
| property crime | 0.058781 | 0.102073 | 0.575871 | 0.568495 | -0.148657 | 0.266219 |
| MCDONALDS_count | -0.062203 | 0.155161 | -0.400890 | 0.691009 | -0.377528 | 0.253123 |
| RESTAURANT_count | -0.053430 | 0.147023 | -0.363415 | 0.718545 | -0.352217 | 0.245357 |
| STARBUCKS_count | -0.092056 | 0.045579 | -2.019713 | 0.051351 | -0.184684 | 0.000571 |
| IN N OUT_count | -0.704942 | 0.885088 | -0.796466 | 0.431288 | -2.503657 | 1.093773 |
| MCDONALDS_mean | 0.000846 | 0.000358 | 2.364109 | 0.023927 | 0.000119 | 0.001574 |
| RESTAURANT_mean | -0.000488 | 0.000715 | -0.682327 | 0.499655 | -0.001940 | 0.000965 |
| STARBUCKS_mean | -0.000778 | 0.000854 | -0.910581 | 0.368927 | -0.002513 | 0.000958 |
| IN N OUT_mean | 0.000074 | 0.000111 | 0.667098 | 0.509212 | -0.000151 | 0.000299 |
| SUMMARY | |
|---|---|
| 0 | Click to view table only summary(For saving) |